Define clear states like initiated, pending, settled, or reversed, and express them as scenes that people can recognize instantly. For each transition, attach reasons, timings, and safe actions. This scaffolding keeps narratives consistent across channels, even when providers behave unpredictably or send conflicting signals.
Hard-coded rules capture policy and compliance, while models predict intent, risk, and likely outcomes. Use features like merchant history, device velocity, and basket makeup. Keep explanations front and center, so recommendations read like guidance, not judgment, and people understand why an option appears now.
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